fig1

Figure 1. Conceptual diagram of the digital materials ecosystem. The framework comprises three interconnected components: databases (left), AI integrated with theoretical models (center), and closed-loop innovation enabled by advanced experimental technologies (right). AI: Artificial intelligence; DFT: Density Functional Theory; AIMD: ab initio Molecular Dynamics; DDSE: Dynamic Database of Solid-State Electrolyte; CODHEM: Consolidated Database of High Entropy Materials.